An application detection architecture and related techniques are provided for detecting, identifying, and managing network-based applications. In various embodiments, a combined layered approach to application detection and various application-detection techniques provide for quick assessments that move from simplest to complex for rapid detection of unauthorized or misbehaving applications in communication with one or more computer networks. This layering, in some embodiments, further provides scalability and speed for determining and implementing policies that may be applicable to detected network-based application, users, groups, or devices associated with unauthorized network-based applications sending or receiving data via a computer network.